Dataset statistics
| Number of variables | 76 |
|---|---|
| Number of observations | 100000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 58.0 MiB |
| Average record size in memory | 608.0 B |
Variable types
| BOOL | 50 |
|---|---|
| NUM | 26 |
Reproduction
| Analysis started | 2022-02-06 14:52:31.853407 |
|---|---|
| Analysis finished | 2022-02-06 15:02:34.652079 |
| Version | pandas-profiling v2.5.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
initial_list_status2 is highly correlated with initial_list_status1 | High Correlation |
initial_list_status1 is highly correlated with initial_list_status2 | High Correlation |
funded_amnt_inv is highly correlated with funded_amnt and 1 other fields | High Correlation |
funded_amnt is highly correlated with funded_amnt_inv and 1 other fields | High Correlation |
installment is highly correlated with funded_amnt and 1 other fields | High Correlation |
out_prncp_inv is highly correlated with out_prncp | High Correlation |
out_prncp is highly correlated with out_prncp_inv | High Correlation |
fico_range_high is highly correlated with fico_range_low | High Correlation |
fico_range_low is highly correlated with fico_range_high | High Correlation |
annual_inc is highly skewed (γ1 = 50.78562969) | Skewed |
tot_coll_amt is highly skewed (γ1 = 32.05463979) | Skewed |
delinq_amnt is highly skewed (γ1 = 64.48766706) | Skewed |
tax_liens is highly skewed (γ1 = 35.83709048) | Skewed |
out_prncp is highly skewed (γ1 = 85.44453918) | Skewed |
out_prncp_inv is highly skewed (γ1 = 85.45945131) | Skewed |
delinq_2yrs has 79483 (79.5%) zeros | Zeros |
inq_last_6mths has 56711 (56.7%) zeros | Zeros |
pub_rec has 81999 (82.0%) zeros | Zeros |
collections_12_mths_ex_med has 98290 (98.3%) zeros | Zeros |
acc_now_delinq has 99459 (99.5%) zeros | Zeros |
tot_coll_amt has 84157 (84.2%) zeros | Zeros |
chargeoff_within_12_mths has 99129 (99.1%) zeros | Zeros |
delinq_amnt has 99564 (99.6%) zeros | Zeros |
tax_liens has 96122 (96.1%) zeros | Zeros |
total_rec_late_fee has 93433 (93.4%) zeros | Zeros |
out_prncp has 99973 (> 99.9%) zeros | Zeros |
out_prncp_inv has 99973 (> 99.9%) zeros | Zeros |
int_rate
Real number (ℝ≥0)
| Distinct count | 256 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.130833478 |
|---|---|
| Minimum | 0.0532 |
| Maximum | 0.3099 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 0.0532 |
|---|---|
| 5-th percentile | 0.0649 |
| Q1 | 0.0975 |
| median | 0.1274 |
| Q3 | 0.158 |
| 95-th percentile | 0.2149 |
| Maximum | 0.3099 |
| Range | 0.2567 |
| Interquartile range (IQR) | 0.0605 |
Descriptive statistics
| Standard deviation | 0.04477309719 |
|---|---|
| Coefficient of variation (CV) | 0.3422143772 |
| Kurtosis | 0.04189338956 |
| Mean | 0.130833478 |
| Median Absolute Deviation (MAD) | 0.03564157068 |
| Skewness | 0.537512902 |
| Sum | 13083.3478 |
| Variance | 0.002004630232 |
| Value | Count | Frequency (%) | |
| 0.1099 | 3149 | 3.1% | |
| 0.0532 | 2450 | 2.5% | |
| 0.1299 | 2395 | 2.4% | |
| 0.1399 | 2362 | 2.4% | |
| 0.1199 | 2223 | 2.2% | |
| 0.1149 | 2170 | 2.2% | |
| 0.1699 | 2134 | 2.1% | |
| 0.0917 | 2091 | 2.1% | |
| 0.0789 | 2008 | 2.0% | |
| 0.1561 | 1985 | 2.0% | |
| Other values (246) | 77033 | 77.0% |
| Value | Count | Frequency (%) | |
| 0.0532 | 2450 | 2.5% | |
| 0.0593 | 137 | 0.1% | |
| 0.06 | 22 | < 0.1% | |
| 0.0603 | 702 | 0.7% | |
| 0.0624 | 566 | 0.6% |
| Value | Count | Frequency (%) | |
| 0.3099 | 3 | < 0.1% | |
| 0.3094 | 3 | < 0.1% | |
| 0.3089 | 1 | < 0.1% | |
| 0.3084 | 4 | < 0.1% | |
| 0.3079 | 3 | < 0.1% |
| Distinct count | 8905 |
|---|---|
| Unique (%) | 8.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 74360.61148 |
|---|---|
| Minimum | 5360 |
| Maximum | 8300000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 5360 |
|---|---|
| 5-th percentile | 27000 |
| Q1 | 45000 |
| median | 62000 |
| Q3 | 90000 |
| 95-th percentile | 150000 |
| Maximum | 8300000 |
| Range | 8294640 |
| Interquartile range (IQR) | 45000 |
Descriptive statistics
| Standard deviation | 74674.08925 |
|---|---|
| Coefficient of variation (CV) | 1.004215643 |
| Kurtosis | 4901.801967 |
| Mean | 74360.61148 |
| Median Absolute Deviation (MAD) | 32503.59913 |
| Skewness | 50.78562969 |
| Sum | 7436061148 |
| Variance | 5576219605 |
| Value | Count | Frequency (%) | |
| 60000 | 3978 | 4.0% | |
| 50000 | 3526 | 3.5% | |
| 65000 | 2859 | 2.9% | |
| 40000 | 2851 | 2.9% | |
| 70000 | 2665 | 2.7% | |
| 80000 | 2527 | 2.5% | |
| 45000 | 2523 | 2.5% | |
| 75000 | 2492 | 2.5% | |
| 55000 | 2425 | 2.4% | |
| 100000 | 1985 | 2.0% | |
| Other values (8895) | 72169 | 72.2% |
| Value | Count | Frequency (%) | |
| 5360 | 1 | < 0.1% | |
| 6000 | 1 | < 0.1% | |
| 7000 | 3 | < 0.1% | |
| 7111 | 1 | < 0.1% | |
| 7200 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 8300000 | 1 | < 0.1% | |
| 8253000 | 1 | < 0.1% | |
| 8121180 | 1 | < 0.1% | |
| 5604824 | 1 | < 0.1% | |
| 4800000 | 1 | < 0.1% |
dti
Real number (ℝ≥0)
| Distinct count | 4148 |
|---|---|
| Unique (%) | 4.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.5145081 |
|---|---|
| Minimum | 0 |
| Maximum | 49.93 |
| Zeros | 31 |
| Zeros (%) | < 0.1% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5.34 |
| Q1 | 12.2 |
| median | 18.06 |
| Q3 | 24.53 |
| 95-th percentile | 33.0105 |
| Maximum | 49.93 |
| Range | 49.93 |
| Interquartile range (IQR) | 12.33 |
Descriptive statistics
| Standard deviation | 8.413049281 |
|---|---|
| Coefficient of variation (CV) | 0.4544030679 |
| Kurtosis | -0.5291402237 |
| Mean | 18.5145081 |
| Median Absolute Deviation (MAD) | 6.919389621 |
| Skewness | 0.2131181916 |
| Sum | 1851450.81 |
| Variance | 70.7793982 |
| Value | Count | Frequency (%) | |
| 15.6 | 84 | 0.1% | |
| 14.4 | 80 | 0.1% | |
| 19.2 | 79 | 0.1% | |
| 13.2 | 72 | 0.1% | |
| 20.4 | 72 | 0.1% | |
| 18.72 | 69 | 0.1% | |
| 14.22 | 68 | 0.1% | |
| 10.8 | 67 | 0.1% | |
| 16.8 | 67 | 0.1% | |
| 18 | 66 | 0.1% | |
| Other values (4138) | 99276 | 99.3% |
| Value | Count | Frequency (%) | |
| 0 | 31 | < 0.1% | |
| 0.02 | 2 | < 0.1% | |
| 0.03 | 2 | < 0.1% | |
| 0.05 | 1 | < 0.1% | |
| 0.06 | 3 | < 0.1% |
| Value | Count | Frequency (%) | |
| 49.93 | 1 | < 0.1% | |
| 49.86 | 1 | < 0.1% | |
| 49.61 | 1 | < 0.1% | |
| 49.59 | 2 | < 0.1% | |
| 49.57 | 1 | < 0.1% |
| Distinct count | 20 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3437 |
|---|---|
| Minimum | 0 |
| Maximum | 20 |
| Zeros | 79483 |
| Zeros (%) | 79.5% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.9050074587 |
|---|---|
| Coefficient of variation (CV) | 2.633131972 |
| Kurtosis | 42.31549297 |
| Mean | 0.3437 |
| Median Absolute Deviation (MAD) | 0.546366142 |
| Skewness | 4.985413247 |
| Sum | 34370 |
| Variance | 0.8190385004 |
| Value | Count | Frequency (%) | |
| 0 | 79483 | 79.5% | |
| 1 | 13290 | 13.3% | |
| 2 | 4163 | 4.2% | |
| 3 | 1557 | 1.6% | |
| 4 | 711 | 0.7% | |
| 5 | 328 | 0.3% | |
| 6 | 189 | 0.2% | |
| 7 | 111 | 0.1% | |
| 8 | 55 | 0.1% | |
| 9 | 37 | < 0.1% | |
| Other values (10) | 76 | 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 79483 | 79.5% | |
| 1 | 13290 | 13.3% | |
| 2 | 4163 | 4.2% | |
| 3 | 1557 | 1.6% | |
| 4 | 711 | 0.7% |
| Value | Count | Frequency (%) | |
| 20 | 1 | < 0.1% | |
| 19 | 1 | < 0.1% | |
| 18 | 3 | < 0.1% | |
| 16 | 2 | < 0.1% | |
| 15 | 2 | < 0.1% |
| Distinct count | 7 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.66888 |
|---|---|
| Minimum | 0 |
| Maximum | 6 |
| Zeros | 56711 |
| Zeros (%) | 56.7% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.9520444367 |
|---|---|
| Coefficient of variation (CV) | 1.423341162 |
| Kurtosis | 3.186907213 |
| Mean | 0.66888 |
| Median Absolute Deviation (MAD) | 0.7586570736 |
| Skewness | 1.689340023 |
| Sum | 66888 |
| Variance | 0.9063886095 |
| Value | Count | Frequency (%) | |
| 0 | 56711 | 56.7% | |
| 1 | 27487 | 27.5% | |
| 2 | 10213 | 10.2% | |
| 3 | 3955 | 4.0% | |
| 4 | 1127 | 1.1% | |
| 5 | 440 | 0.4% | |
| 6 | 67 | 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 56711 | 56.7% | |
| 1 | 27487 | 27.5% | |
| 2 | 10213 | 10.2% | |
| 3 | 3955 | 4.0% | |
| 4 | 1127 | 1.1% |
| Value | Count | Frequency (%) | |
| 6 | 67 | 0.1% | |
| 5 | 440 | 0.4% | |
| 4 | 1127 | 1.1% | |
| 3 | 3955 | 4.0% | |
| 2 | 10213 | 10.2% |
| Distinct count | 22 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.23572 |
|---|---|
| Minimum | 0 |
| Maximum | 63 |
| Zeros | 81999 |
| Zeros (%) | 82.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 63 |
| Range | 63 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.6614684097 |
|---|---|
| Coefficient of variation (CV) | 2.806161589 |
| Kurtosis | 899.892579 |
| Mean | 0.23572 |
| Median Absolute Deviation (MAD) | 0.3865760856 |
| Skewness | 14.14625367 |
| Sum | 23572 |
| Variance | 0.437540457 |
| Value | Count | Frequency (%) | |
| 0 | 81999 | 82.0% | |
| 1 | 14722 | 14.7% | |
| 2 | 2143 | 2.1% | |
| 3 | 646 | 0.6% | |
| 4 | 250 | 0.2% | |
| 5 | 119 | 0.1% | |
| 6 | 55 | 0.1% | |
| 7 | 23 | < 0.1% | |
| 8 | 13 | < 0.1% | |
| 10 | 10 | < 0.1% | |
| Other values (12) | 20 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 81999 | 82.0% | |
| 1 | 14722 | 14.7% | |
| 2 | 2143 | 2.1% | |
| 3 | 646 | 0.6% | |
| 4 | 250 | 0.2% |
| Value | Count | Frequency (%) | |
| 63 | 1 | < 0.1% | |
| 25 | 1 | < 0.1% | |
| 22 | 1 | < 0.1% | |
| 21 | 1 | < 0.1% | |
| 20 | 1 | < 0.1% |
revol_bal
Real number (ℝ≥0)
| Distinct count | 36002 |
|---|---|
| Unique (%) | 36.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16090.20282 |
|---|---|
| Minimum | 0 |
| Maximum | 971736 |
| Zeros | 265 |
| Zeros (%) | 0.3% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1926.95 |
| Q1 | 6009 |
| median | 11030.5 |
| Q3 | 19540 |
| 95-th percentile | 42708.05 |
| Maximum | 971736 |
| Range | 971736 |
| Interquartile range (IQR) | 13531 |
Descriptive statistics
| Standard deviation | 21569.93927 |
|---|---|
| Coefficient of variation (CV) | 1.340563541 |
| Kurtosis | 238.7511732 |
| Mean | 16090.20282 |
| Median Absolute Deviation (MAD) | 11053.96217 |
| Skewness | 10.40280683 |
| Sum | 1609020282 |
| Variance | 465262280.1 |
| Value | Count | Frequency (%) | |
| 0 | 265 | 0.3% | |
| 3659 | 17 | < 0.1% | |
| 8140 | 16 | < 0.1% | |
| 5051 | 16 | < 0.1% | |
| 4136 | 15 | < 0.1% | |
| 4119 | 15 | < 0.1% | |
| 6219 | 15 | < 0.1% | |
| 7253 | 15 | < 0.1% | |
| 6528 | 14 | < 0.1% | |
| 8202 | 14 | < 0.1% | |
| Other values (35992) | 99598 | 99.6% |
| Value | Count | Frequency (%) | |
| 0 | 265 | 0.3% | |
| 1 | 1 | < 0.1% | |
| 2 | 5 | < 0.1% | |
| 3 | 4 | < 0.1% | |
| 4 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 971736 | 1 | < 0.1% | |
| 959754 | 1 | < 0.1% | |
| 882984 | 1 | < 0.1% | |
| 779021 | 1 | < 0.1% | |
| 757281 | 1 | < 0.1% |
total_acc
Real number (ℝ≥0)
| Distinct count | 107 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.67591 |
|---|---|
| Minimum | 2 |
| Maximum | 176 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 16 |
| median | 23 |
| Q3 | 31 |
| 95-th percentile | 47 |
| Maximum | 176 |
| Range | 174 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 11.88383389 |
|---|---|
| Coefficient of variation (CV) | 0.481596581 |
| Kurtosis | 2.017509218 |
| Mean | 24.67591 |
| Median Absolute Deviation (MAD) | 9.298856599 |
| Skewness | 0.9837047494 |
| Sum | 2467591 |
| Variance | 141.2255079 |
| Value | Count | Frequency (%) | |
| 20 | 3645 | 3.6% | |
| 19 | 3627 | 3.6% | |
| 21 | 3622 | 3.6% | |
| 18 | 3616 | 3.6% | |
| 22 | 3604 | 3.6% | |
| 17 | 3548 | 3.5% | |
| 16 | 3503 | 3.5% | |
| 23 | 3477 | 3.5% | |
| 24 | 3446 | 3.4% | |
| 15 | 3393 | 3.4% | |
| Other values (97) | 64519 | 64.5% |
| Value | Count | Frequency (%) | |
| 2 | 21 | < 0.1% | |
| 3 | 82 | 0.1% | |
| 4 | 337 | 0.3% | |
| 5 | 607 | 0.6% | |
| 6 | 890 | 0.9% |
| Value | Count | Frequency (%) | |
| 176 | 1 | < 0.1% | |
| 173 | 1 | < 0.1% | |
| 144 | 1 | < 0.1% | |
| 140 | 1 | < 0.1% | |
| 117 | 1 | < 0.1% |
| Distinct count | 6 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.01881 |
|---|---|
| Minimum | 0 |
| Maximum | 5 |
| Zeros | 98290 |
| Zeros (%) | 98.3% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.1503210227 |
|---|---|
| Coefficient of variation (CV) | 7.991548256 |
| Kurtosis | 120.9612827 |
| Mean | 0.01881 |
| Median Absolute Deviation (MAD) | 0.036976698 |
| Skewness | 9.594333204 |
| Sum | 1881 |
| Variance | 0.02259640986 |
| Value | Count | Frequency (%) | |
| 0 | 98290 | 98.3% | |
| 1 | 1568 | 1.6% | |
| 2 | 119 | 0.1% | |
| 3 | 18 | < 0.1% | |
| 4 | 4 | < 0.1% | |
| 5 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 98290 | 98.3% | |
| 1 | 1568 | 1.6% | |
| 2 | 119 | 0.1% | |
| 3 | 18 | < 0.1% | |
| 4 | 4 | < 0.1% |
| Value | Count | Frequency (%) | |
| 5 | 1 | < 0.1% | |
| 4 | 4 | < 0.1% | |
| 3 | 18 | < 0.1% | |
| 2 | 119 | 0.1% | |
| 1 | 1568 | 1.6% |
| Distinct count | 7 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0058 |
|---|---|
| Minimum | 0 |
| Maximum | 6 |
| Zeros | 99459 |
| Zeros (%) | 99.5% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.08358486624 |
|---|---|
| Coefficient of variation (CV) | 14.41118383 |
| Kurtosis | 661.4656622 |
| Mean | 0.0058 |
| Median Absolute Deviation (MAD) | 0.011537244 |
| Skewness | 19.79346672 |
| Sum | 580 |
| Variance | 0.006986429864 |
| Value | Count | Frequency (%) | |
| 0 | 99459 | 99.5% | |
| 1 | 514 | 0.5% | |
| 2 | 21 | < 0.1% | |
| 3 | 3 | < 0.1% | |
| 6 | 1 | < 0.1% | |
| 5 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 99459 | 99.5% | |
| 1 | 514 | 0.5% | |
| 2 | 21 | < 0.1% | |
| 3 | 3 | < 0.1% | |
| 4 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 6 | 1 | < 0.1% | |
| 5 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% | |
| 3 | 3 | < 0.1% | |
| 2 | 21 | < 0.1% |
| Distinct count | 3871 |
|---|---|
| Unique (%) | 3.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 250.58812 |
|---|---|
| Minimum | 0 |
| Maximum | 197765 |
| Zeros | 84157 |
| Zeros (%) | 84.2% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 810.05 |
| Maximum | 197765 |
| Range | 197765 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 2042.770881 |
|---|---|
| Coefficient of variation (CV) | 8.151906328 |
| Kurtosis | 1942.024635 |
| Mean | 250.58812 |
| Median Absolute Deviation (MAD) | 437.5063009 |
| Skewness | 32.05463979 |
| Sum | 25058812 |
| Variance | 4172912.873 |
| Value | Count | Frequency (%) | |
| 0 | 84157 | 84.2% | |
| 50 | 206 | 0.2% | |
| 100 | 172 | 0.2% | |
| 75 | 144 | 0.1% | |
| 150 | 95 | 0.1% | |
| 60 | 90 | 0.1% | |
| 200 | 88 | 0.1% | |
| 80 | 80 | 0.1% | |
| 55 | 75 | 0.1% | |
| 58 | 69 | 0.1% | |
| Other values (3861) | 14824 | 14.8% |
| Value | Count | Frequency (%) | |
| 0 | 84157 | 84.2% | |
| 10 | 2 | < 0.1% | |
| 11 | 1 | < 0.1% | |
| 15 | 1 | < 0.1% | |
| 16 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 197765 | 1 | < 0.1% | |
| 169257 | 1 | < 0.1% | |
| 129715 | 1 | < 0.1% | |
| 111475 | 1 | < 0.1% | |
| 102841 | 1 | < 0.1% |
tot_cur_bal
Real number (ℝ≥0)
| Distinct count | 80613 |
|---|---|
| Unique (%) | 80.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 130528.14 |
|---|---|
| Minimum | 0 |
| Maximum | 3164353 |
| Zeros | 17 |
| Zeros (%) | < 0.1% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 8135 |
| Q1 | 26989 |
| median | 68023.5 |
| Q3 | 194309.75 |
| 95-th percentile | 414305 |
| Maximum | 3164353 |
| Range | 3164353 |
| Interquartile range (IQR) | 167320.75 |
Descriptive statistics
| Standard deviation | 150332.6261 |
|---|---|
| Coefficient of variation (CV) | 1.151725798 |
| Kurtosis | 16.0468943 |
| Mean | 130528.14 |
| Median Absolute Deviation (MAD) | 110425.7909 |
| Skewness | 2.689505125 |
| Sum | 1.3052814e+10 |
| Variance | 2.259989848e+10 |
| Value | Count | Frequency (%) | |
| 0 | 17 | < 0.1% | |
| 21560 | 8 | < 0.1% | |
| 14278 | 7 | < 0.1% | |
| 6991 | 7 | < 0.1% | |
| 20579 | 7 | < 0.1% | |
| 39010 | 7 | < 0.1% | |
| 24213 | 7 | < 0.1% | |
| 31764 | 6 | < 0.1% | |
| 25252 | 6 | < 0.1% | |
| 22828 | 6 | < 0.1% | |
| Other values (80603) | 99922 | 99.9% |
| Value | Count | Frequency (%) | |
| 0 | 17 | < 0.1% | |
| 2 | 2 | < 0.1% | |
| 4 | 1 | < 0.1% | |
| 8 | 1 | < 0.1% | |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 3164353 | 1 | < 0.1% | |
| 2809127 | 1 | < 0.1% | |
| 2655974 | 1 | < 0.1% | |
| 2641479 | 1 | < 0.1% | |
| 2519040 | 1 | < 0.1% |
| Distinct count | 7 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.00963 |
|---|---|
| Minimum | 0 |
| Maximum | 7 |
| Zeros | 99129 |
| Zeros (%) | 99.1% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.1100789911 |
|---|---|
| Coefficient of variation (CV) | 11.43084019 |
| Kurtosis | 407.2945699 |
| Mean | 0.00963 |
| Median Absolute Deviation (MAD) | 0.0190922454 |
| Skewness | 15.63846089 |
| Sum | 963 |
| Variance | 0.01211738427 |
| Value | Count | Frequency (%) | |
| 0 | 99129 | 99.1% | |
| 1 | 800 | 0.8% | |
| 2 | 59 | 0.1% | |
| 3 | 7 | < 0.1% | |
| 4 | 3 | < 0.1% | |
| 7 | 1 | < 0.1% | |
| 5 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 99129 | 99.1% | |
| 1 | 800 | 0.8% | |
| 2 | 59 | 0.1% | |
| 3 | 7 | < 0.1% | |
| 4 | 3 | < 0.1% |
| Value | Count | Frequency (%) | |
| 7 | 1 | < 0.1% | |
| 5 | 1 | < 0.1% | |
| 4 | 3 | < 0.1% | |
| 3 | 7 | < 0.1% | |
| 2 | 59 | 0.1% |
| Distinct count | 333 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.28833 |
|---|---|
| Minimum | 0 |
| Maximum | 94521 |
| Zeros | 99564 |
| Zeros (%) | 99.6% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 94521 |
| Range | 94521 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 893.3043658 |
|---|---|
| Coefficient of variation (CV) | 46.31320419 |
| Kurtosis | 4660.868735 |
| Mean | 19.28833 |
| Median Absolute Deviation (MAD) | 38.41182956 |
| Skewness | 64.48766706 |
| Sum | 1928833 |
| Variance | 797992.6899 |
| Value | Count | Frequency (%) | |
| 0 | 99564 | 99.6% | |
| 25 | 9 | < 0.1% | |
| 54 | 8 | < 0.1% | |
| 65000 | 7 | < 0.1% | |
| 30 | 6 | < 0.1% | |
| 69 | 5 | < 0.1% | |
| 50 | 5 | < 0.1% | |
| 39 | 4 | < 0.1% | |
| 52 | 4 | < 0.1% | |
| 76 | 4 | < 0.1% | |
| Other values (323) | 384 | 0.4% |
| Value | Count | Frequency (%) | |
| 0 | 99564 | 99.6% | |
| 2 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 6 | 1 | < 0.1% | |
| 7 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 94521 | 1 | < 0.1% | |
| 65000 | 7 | < 0.1% | |
| 60648 | 1 | < 0.1% | |
| 59427 | 1 | < 0.1% | |
| 59009 | 1 | < 0.1% |
| Distinct count | 21 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.06382 |
|---|---|
| Minimum | 0 |
| Maximum | 63 |
| Zeros | 96122 |
| Zeros (%) | 96.1% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 63 |
| Range | 63 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.4680269203 |
|---|---|
| Coefficient of variation (CV) | 7.333546228 |
| Kurtosis | 3583.176702 |
| Mean | 0.06382 |
| Median Absolute Deviation (MAD) | 0.1226901208 |
| Skewness | 35.83709048 |
| Sum | 6382 |
| Variance | 0.2190491981 |
| Value | Count | Frequency (%) | |
| 0 | 96122 | 96.1% | |
| 1 | 2655 | 2.7% | |
| 2 | 697 | 0.7% | |
| 3 | 254 | 0.3% | |
| 4 | 122 | 0.1% | |
| 5 | 74 | 0.1% | |
| 6 | 31 | < 0.1% | |
| 7 | 11 | < 0.1% | |
| 8 | 7 | < 0.1% | |
| 9 | 6 | < 0.1% | |
| Other values (11) | 21 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 96122 | 96.1% | |
| 1 | 2655 | 2.7% | |
| 2 | 697 | 0.7% | |
| 3 | 254 | 0.3% | |
| 4 | 122 | 0.1% |
| Value | Count | Frequency (%) | |
| 63 | 1 | < 0.1% | |
| 24 | 1 | < 0.1% | |
| 22 | 1 | < 0.1% | |
| 21 | 1 | < 0.1% | |
| 20 | 1 | < 0.1% |
emp_length1
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 | |
|---|---|
| 1 | 6540 |
| Value | Count | Frequency (%) | |
| 0 | 93460 | 93.5% | |
| 1 | 6540 | 6.5% |
emp_length2
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 67376 | 67.4% | |
| 1 | 32624 | 32.6% |
emp_length3
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 | |
|---|---|
| 1 | 8941 |
| Value | Count | Frequency (%) | |
| 0 | 91059 | 91.1% | |
| 1 | 8941 | 8.9% |
emp_length4
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 | |
|---|---|
| 1 | 8058 |
| Value | Count | Frequency (%) | |
| 0 | 91942 | 91.9% | |
| 1 | 8058 | 8.1% |
emp_length5
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 | |
|---|---|
| 1 | 5948 |
| Value | Count | Frequency (%) | |
| 0 | 94052 | 94.1% | |
| 1 | 5948 | 5.9% |
emp_length6
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 | |
|---|---|
| 1 | 6071 |
| Value | Count | Frequency (%) | |
| 0 | 93929 | 93.9% | |
| 1 | 6071 | 6.1% |
emp_length7
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 | |
|---|---|
| 1 | 4664 |
| Value | Count | Frequency (%) | |
| 0 | 95336 | 95.3% | |
| 1 | 4664 | 4.7% |
emp_length8
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 | |
|---|---|
| 1 | 4532 |
| Value | Count | Frequency (%) | |
| 0 | 95468 | 95.5% | |
| 1 | 4532 | 4.5% |
emp_length9
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 | |
|---|---|
| 1 | 4569 |
| Value | Count | Frequency (%) | |
| 0 | 95431 | 95.4% | |
| 1 | 4569 | 4.6% |
emp_length10
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 | |
|---|---|
| 1 | 3857 |
| Value | Count | Frequency (%) | |
| 0 | 96143 | 96.1% | |
| 1 | 3857 | 3.9% |
emp_length11
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 | |
|---|---|
| 1 | 7555 |
| Value | Count | Frequency (%) | |
| 0 | 92445 | 92.4% | |
| 1 | 7555 | 7.6% |
emp_length12
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 | |
|---|---|
| 1 | 6641 |
| Value | Count | Frequency (%) | |
| 0 | 93359 | 93.4% | |
| 1 | 6641 | 6.6% |
home_ownership1
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 | |
|---|---|
| 1 | 33 |
| Value | Count | Frequency (%) | |
| 0 | 99967 | > 99.9% | |
| 1 | 33 | < 0.1% |
home_ownership2
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 53388 | 53.4% | |
| 1 | 46612 | 46.6% |
home_ownership3
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 | |
|---|---|
| 1 | 7 |
| Value | Count | Frequency (%) | |
| 0 | 99993 | > 99.9% | |
| 1 | 7 | < 0.1% |
home_ownership4
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 | |
|---|---|
| 1 | 5 |
| Value | Count | Frequency (%) | |
| 0 | 99995 | > 99.9% | |
| 1 | 5 | < 0.1% |
home_ownership5
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 | |
|---|---|
| 1 | 11088 |
| Value | Count | Frequency (%) | |
| 0 | 88912 | 88.9% | |
| 1 | 11088 | 11.1% |
home_ownership6
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 57745 | 57.7% | |
| 1 | 42255 | 42.3% |
verification_status1
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 67820 | 67.8% | |
| 1 | 32180 | 32.2% |
verification_status2
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 60980 | 61.0% | |
| 1 | 39020 | 39.0% |
verification_status3
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 71200 | 71.2% | |
| 1 | 28800 | 28.8% |
purpose1
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 | |
|---|---|
| 1 | 962 |
| Value | Count | Frequency (%) | |
| 0 | 99038 | 99.0% | |
| 1 | 962 | 1.0% |
purpose2
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 77328 | 77.3% | |
| 1 | 22672 | 22.7% |
purpose3
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 58281 | 58.3% | |
| 0 | 41719 | 41.7% |
| Distinct count | 1 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 |
|---|
| Value | Count | Frequency (%) | |
| 0 | 100000 | 100.0% |
purpose5
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 | |
|---|---|
| 1 | 6040 |
| Value | Count | Frequency (%) | |
| 0 | 93960 | 94.0% | |
| 1 | 6040 | 6.0% |
purpose6
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 | |
|---|---|
| 1 | 425 |
| Value | Count | Frequency (%) | |
| 0 | 99575 | 99.6% | |
| 1 | 425 | 0.4% |
purpose7
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 | |
|---|---|
| 1 | 1983 |
| Value | Count | Frequency (%) | |
| 0 | 98017 | 98.0% | |
| 1 | 1983 | 2.0% |
purpose8
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 | |
|---|---|
| 1 | 1101 |
| Value | Count | Frequency (%) | |
| 0 | 98899 | 98.9% | |
| 1 | 1101 | 1.1% |
purpose9
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 | |
|---|---|
| 1 | 731 |
| Value | Count | Frequency (%) | |
| 0 | 99269 | 99.3% | |
| 1 | 731 | 0.7% |
purpose10
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 | |
|---|---|
| 1 | 5820 |
| Value | Count | Frequency (%) | |
| 0 | 94180 | 94.2% | |
| 1 | 5820 | 5.8% |
purpose11
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 | |
|---|---|
| 1 | 65 |
| Value | Count | Frequency (%) | |
| 0 | 99935 | 99.9% | |
| 1 | 65 | 0.1% |
purpose12
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 | |
|---|---|
| 1 | 1125 |
| Value | Count | Frequency (%) | |
| 0 | 98875 | 98.9% | |
| 1 | 1125 | 1.1% |
purpose13
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 | |
|---|---|
| 1 | 707 |
| Value | Count | Frequency (%) | |
| 0 | 99293 | 99.3% | |
| 1 | 707 | 0.7% |
purpose14
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 | |
|---|---|
| 1 | 88 |
| Value | Count | Frequency (%) | |
| 0 | 99912 | 99.9% | |
| 1 | 88 | 0.1% |
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 56557 | 56.6% | |
| 1 | 43443 | 43.4% |
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 56557 | 56.6% | |
| 0 | 43443 | 43.4% |
mths_since_last_delinq1
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 51068 | 51.1% | |
| 1 | 48932 | 48.9% |
mths_since_last_delinq2
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 | |
|---|---|
| 1 | 5236 |
| Value | Count | Frequency (%) | |
| 0 | 94764 | 94.8% | |
| 1 | 5236 | 5.2% |
mths_since_last_delinq3
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 | |
|---|---|
| 1 | 6009 |
| Value | Count | Frequency (%) | |
| 0 | 93991 | 94.0% | |
| 1 | 6009 | 6.0% |
mths_since_last_delinq4
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 | |
|---|---|
| 1 | 4570 |
| Value | Count | Frequency (%) | |
| 0 | 95430 | 95.4% | |
| 1 | 4570 | 4.6% |
mths_since_last_delinq5
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 | |
|---|---|
| 1 | 5075 |
| Value | Count | Frequency (%) | |
| 0 | 94925 | 94.9% | |
| 1 | 5075 | 5.1% |
mths_since_last_delinq6
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 | |
|---|---|
| 1 | 4856 |
| Value | Count | Frequency (%) | |
| 0 | 95144 | 95.1% | |
| 1 | 4856 | 4.9% |
mths_since_last_delinq7
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 | |
|---|---|
| 1 | 5134 |
| Value | Count | Frequency (%) | |
| 0 | 94866 | 94.9% | |
| 1 | 5134 | 5.1% |
mths_since_last_delinq8
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 | |
|---|---|
| 1 | 5343 |
| Value | Count | Frequency (%) | |
| 0 | 94657 | 94.7% | |
| 1 | 5343 | 5.3% |
mths_since_last_delinq9
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 | |
|---|---|
| 1 | 4896 |
| Value | Count | Frequency (%) | |
| 0 | 95104 | 95.1% | |
| 1 | 4896 | 4.9% |
mths_since_last_delinq10
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 | |
|---|---|
| 1 | 5003 |
| Value | Count | Frequency (%) | |
| 0 | 94997 | 95.0% | |
| 1 | 5003 | 5.0% |
mths_since_last_delinq11
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 | |
|---|---|
| 1 | 4946 |
| Value | Count | Frequency (%) | |
| 0 | 95054 | 95.1% | |
| 1 | 4946 | 4.9% |
| Distinct count | 1355 |
|---|---|
| Unique (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13735.31775 |
|---|---|
| Minimum | 1000 |
| Maximum | 40000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 1000 |
|---|---|
| 5-th percentile | 3075 |
| Q1 | 7200 |
| median | 12000 |
| Q3 | 19200 |
| 95-th percentile | 31127.5 |
| Maximum | 40000 |
| Range | 39000 |
| Interquartile range (IQR) | 12000 |
Descriptive statistics
| Standard deviation | 8464.825314 |
|---|---|
| Coefficient of variation (CV) | 0.6162817248 |
| Kurtosis | 0.08352881489 |
| Mean | 13735.31775 |
| Median Absolute Deviation (MAD) | 6857.992112 |
| Skewness | 0.8703433803 |
| Sum | 1373531775 |
| Variance | 71653267.6 |
| Value | Count | Frequency (%) | |
| 10000 | 7489 | 7.5% | |
| 15000 | 5113 | 5.1% | |
| 12000 | 5007 | 5.0% | |
| 20000 | 4866 | 4.9% | |
| 5000 | 4147 | 4.1% | |
| 8000 | 4041 | 4.0% | |
| 6000 | 3689 | 3.7% | |
| 35000 | 3539 | 3.5% | |
| 16000 | 2336 | 2.3% | |
| 25000 | 2281 | 2.3% | |
| Other values (1345) | 57492 | 57.5% |
| Value | Count | Frequency (%) | |
| 1000 | 377 | 0.4% | |
| 1025 | 1 | < 0.1% | |
| 1050 | 1 | < 0.1% | |
| 1100 | 10 | < 0.1% | |
| 1125 | 6 | < 0.1% |
| Value | Count | Frequency (%) | |
| 40000 | 236 | 0.2% | |
| 39925 | 2 | < 0.1% | |
| 39775 | 1 | < 0.1% | |
| 39700 | 1 | < 0.1% | |
| 39600 | 2 | < 0.1% |
| Distinct count | 1391 |
|---|---|
| Unique (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13729.34107 |
|---|---|
| Minimum | 800 |
| Maximum | 40000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 800 |
|---|---|
| 5-th percentile | 3050 |
| Q1 | 7200 |
| median | 12000 |
| Q3 | 19200 |
| 95-th percentile | 31100 |
| Maximum | 40000 |
| Range | 39200 |
| Interquartile range (IQR) | 12000 |
Descriptive statistics
| Standard deviation | 8461.694483 |
|---|---|
| Coefficient of variation (CV) | 0.6163219661 |
| Kurtosis | 0.08336136761 |
| Mean | 13729.34107 |
| Median Absolute Deviation (MAD) | 6855.342693 |
| Skewness | 0.8704126735 |
| Sum | 1372934107 |
| Variance | 71600273.53 |
| Value | Count | Frequency (%) | |
| 10000 | 7068 | 7.1% | |
| 15000 | 4684 | 4.7% | |
| 12000 | 4658 | 4.7% | |
| 20000 | 4345 | 4.3% | |
| 5000 | 4063 | 4.1% | |
| 8000 | 3872 | 3.9% | |
| 6000 | 3599 | 3.6% | |
| 35000 | 3040 | 3.0% | |
| 16000 | 2150 | 2.1% | |
| 25000 | 2072 | 2.1% | |
| Other values (1381) | 60449 | 60.4% |
| Value | Count | Frequency (%) | |
| 800 | 1 | < 0.1% | |
| 950 | 1 | < 0.1% | |
| 1000 | 376 | 0.4% | |
| 1025 | 1 | < 0.1% | |
| 1050 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 40000 | 194 | 0.2% | |
| 39975 | 4 | < 0.1% | |
| 39950 | 6 | < 0.1% | |
| 39925 | 3 | < 0.1% | |
| 39875 | 2 | < 0.1% |
| Distinct count | 2752 |
|---|---|
| Unique (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.448885165 |
|---|---|
| Minimum | -2e-09 |
| Maximum | 874.17 |
| Zeros | 93433 |
| Zeros (%) | 93.4% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | -2e-09 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 15 |
| Maximum | 874.17 |
| Range | 874.17 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 14.89496269 |
|---|---|
| Coefficient of variation (CV) | 6.082344288 |
| Kurtosis | 620.5887133 |
| Mean | 2.448885165 |
| Median Absolute Deviation (MAD) | 4.576827973 |
| Skewness | 18.33148632 |
| Sum | 244888.5165 |
| Variance | 221.8599136 |
| Value | Count | Frequency (%) | |
| 0 | 93433 | 93.4% | |
| 15 | 1695 | 1.7% | |
| 30 | 295 | 0.3% | |
| 45 | 111 | 0.1% | |
| 60 | 43 | < 0.1% | |
| 15.00000001 | 38 | < 0.1% | |
| 16.49 | 20 | < 0.1% | |
| 75 | 18 | < 0.1% | |
| 17.09 | 16 | < 0.1% | |
| 15.00000004 | 15 | < 0.1% | |
| Other values (2742) | 4316 | 4.3% |
| Value | Count | Frequency (%) | |
| -2e-09 | 1 | < 0.1% | |
| -1.8e-09 | 1 | < 0.1% | |
| 0 | 93433 | 93.4% | |
| 3e-10 | 1 | < 0.1% | |
| 5e-10 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 874.17 | 1 | < 0.1% | |
| 819.2 | 1 | < 0.1% | |
| 759.56 | 1 | < 0.1% | |
| 731.8400062 | 1 | < 0.1% | |
| 634.9 | 1 | < 0.1% |
term1
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 1 | |
|---|---|
| 0 | 14408 |
| Value | Count | Frequency (%) | |
| 1 | 85592 | 85.6% | |
| 0 | 14408 | 14.4% |
open_acc
Real number (ℝ≥0)
| Distinct count | 62 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.6207 |
|---|---|
| Minimum | 1 |
| Maximum | 82 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 8 |
| median | 11 |
| Q3 | 14 |
| 95-th percentile | 22 |
| Maximum | 82 |
| Range | 81 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 5.458773625 |
|---|---|
| Coefficient of variation (CV) | 0.4697456801 |
| Kurtosis | 3.844543526 |
| Mean | 11.6207 |
| Median Absolute Deviation (MAD) | 4.15537797 |
| Skewness | 1.343695637 |
| Sum | 1162070 |
| Variance | 29.79820949 |
| Value | Count | Frequency (%) | |
| 9 | 8985 | 9.0% | |
| 10 | 8718 | 8.7% | |
| 8 | 8439 | 8.4% | |
| 11 | 7978 | 8.0% | |
| 7 | 7718 | 7.7% | |
| 12 | 7317 | 7.3% | |
| 6 | 6336 | 6.3% | |
| 13 | 6056 | 6.1% | |
| 14 | 5409 | 5.4% | |
| 5 | 4598 | 4.6% | |
| Other values (52) | 28446 | 28.4% |
| Value | Count | Frequency (%) | |
| 1 | 19 | < 0.1% | |
| 2 | 298 | 0.3% | |
| 3 | 1100 | 1.1% | |
| 4 | 2666 | 2.7% | |
| 5 | 4598 | 4.6% |
| Value | Count | Frequency (%) | |
| 82 | 1 | < 0.1% | |
| 76 | 1 | < 0.1% | |
| 72 | 1 | < 0.1% | |
| 67 | 1 | < 0.1% | |
| 66 | 1 | < 0.1% |
| Distinct count | 25708 |
|---|---|
| Unique (%) | 25.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 434.0776476 |
|---|---|
| Minimum | 23.36 |
| Maximum | 1584.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 23.36 |
|---|---|
| 5-th percentile | 107.82 |
| Q1 | 240.2925 |
| median | 366.37 |
| Q3 | 575.86 |
| 95-th percentile | 982.021 |
| Maximum | 1584.9 |
| Range | 1561.54 |
| Interquartile range (IQR) | 335.5675 |
Descriptive statistics
| Standard deviation | 265.9217457 |
|---|---|
| Coefficient of variation (CV) | 0.6126133127 |
| Kurtosis | 0.8319156207 |
| Mean | 434.0776476 |
| Median Absolute Deviation (MAD) | 209.962902 |
| Skewness | 1.06302314 |
| Sum | 43407764.76 |
| Variance | 70714.37482 |
| Value | Count | Frequency (%) | |
| 327.34 | 244 | 0.2% | |
| 301.15 | 226 | 0.2% | |
| 318.79 | 209 | 0.2% | |
| 329.72 | 203 | 0.2% | |
| 312.86 | 199 | 0.2% | |
| 332.1 | 194 | 0.2% | |
| 392.81 | 192 | 0.2% | |
| 336.9 | 192 | 0.2% | |
| 491.01 | 189 | 0.2% | |
| 654.68 | 188 | 0.2% | |
| Other values (25698) | 97964 | 98.0% |
| Value | Count | Frequency (%) | |
| 23.36 | 1 | < 0.1% | |
| 25.86 | 1 | < 0.1% | |
| 28.82 | 1 | < 0.1% | |
| 29 | 1 | < 0.1% | |
| 29.52 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1584.9 | 1 | < 0.1% | |
| 1569.11 | 1 | < 0.1% | |
| 1517.09 | 1 | < 0.1% | |
| 1503.89 | 1 | < 0.1% | |
| 1500.03 | 1 | < 0.1% |
revol_util
Real number (ℝ≥0)
| Distinct count | 1101 |
|---|---|
| Unique (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.53723294 |
|---|---|
| Minimum | 0 |
| Maximum | 8.923 |
| Zeros | 312 |
| Zeros (%) | 0.3% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.134 |
| Q1 | 0.361 |
| median | 0.541 |
| Q3 | 0.72 |
| 95-th percentile | 0.92 |
| Maximum | 8.923 |
| Range | 8.923 |
| Interquartile range (IQR) | 0.359 |
Descriptive statistics
| Standard deviation | 0.2393730716 |
|---|---|
| Coefficient of variation (CV) | 0.4455666318 |
| Kurtosis | 14.27000246 |
| Mean | 0.53723294 |
| Median Absolute Deviation (MAD) | 0.1977664045 |
| Skewness | 0.3333455311 |
| Sum | 53723.294 |
| Variance | 0.05729946739 |
| Value | Count | Frequency (%) | |
| 0 | 312 | 0.3% | |
| 0.48 | 232 | 0.2% | |
| 0.57 | 227 | 0.2% | |
| 0.44 | 221 | 0.2% | |
| 0.49 | 218 | 0.2% | |
| 0.54 | 217 | 0.2% | |
| 0.61 | 216 | 0.2% | |
| 0.58 | 214 | 0.2% | |
| 0.6 | 213 | 0.2% | |
| 0.51 | 206 | 0.2% | |
| Other values (1091) | 97724 | 97.7% |
| Value | Count | Frequency (%) | |
| 0 | 312 | 0.3% | |
| 0.001 | 44 | < 0.1% | |
| 0.002 | 36 | < 0.1% | |
| 0.003 | 32 | < 0.1% | |
| 0.004 | 34 | < 0.1% |
| Value | Count | Frequency (%) | |
| 8.923 | 1 | < 0.1% | |
| 1.72 | 1 | < 0.1% | |
| 1.527 | 1 | < 0.1% | |
| 1.48 | 1 | < 0.1% | |
| 1.399 | 1 | < 0.1% |
| Distinct count | 28 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2533273 |
|---|---|
| Minimum | 0 |
| Maximum | 2330.97 |
| Zeros | 99973 |
| Zeros (%) | > 99.9% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 2330.97 |
| Range | 2330.97 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 18.05329008 |
|---|---|
| Coefficient of variation (CV) | 71.26468437 |
| Kurtosis | 8228.815507 |
| Mean | 0.2533273 |
| Median Absolute Deviation (MAD) | 0.5065178033 |
| Skewness | 85.44453918 |
| Sum | 25332.73 |
| Variance | 325.9212826 |
| Value | Count | Frequency (%) | |
| 0 | 99973 | > 99.9% | |
| 508 | 1 | < 0.1% | |
| 471.7 | 1 | < 0.1% | |
| 1796.48 | 1 | < 0.1% | |
| 136.24 | 1 | < 0.1% | |
| 687.93 | 1 | < 0.1% | |
| 975.05 | 1 | < 0.1% | |
| 1527.69 | 1 | < 0.1% | |
| 949.15 | 1 | < 0.1% | |
| 1345.74 | 1 | < 0.1% | |
| Other values (18) | 18 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 99973 | > 99.9% | |
| 43.26 | 1 | < 0.1% | |
| 136.24 | 1 | < 0.1% | |
| 216.74 | 1 | < 0.1% | |
| 283.37 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 2330.97 | 1 | < 0.1% | |
| 2081.26 | 1 | < 0.1% | |
| 1796.48 | 1 | < 0.1% | |
| 1628.56 | 1 | < 0.1% | |
| 1527.69 | 1 | < 0.1% |
| Distinct count | 28 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2532594 |
|---|---|
| Minimum | 0 |
| Maximum | 2330.97 |
| Zeros | 99973 |
| Zeros (%) | > 99.9% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 2330.97 |
| Range | 2330.97 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 18.05174595 |
|---|---|
| Coefficient of variation (CV) | 71.27769375 |
| Kurtosis | 8231.340971 |
| Mean | 0.2532594 |
| Median Absolute Deviation (MAD) | 0.5063820399 |
| Skewness | 85.45945131 |
| Sum | 25325.94 |
| Variance | 325.8655319 |
| Value | Count | Frequency (%) | |
| 0 | 99973 | > 99.9% | |
| 508 | 1 | < 0.1% | |
| 686.21 | 1 | < 0.1% | |
| 1796.48 | 1 | < 0.1% | |
| 136.24 | 1 | < 0.1% | |
| 975.05 | 1 | < 0.1% | |
| 1527.69 | 1 | < 0.1% | |
| 949.15 | 1 | < 0.1% | |
| 470.13 | 1 | < 0.1% | |
| 1345.74 | 1 | < 0.1% | |
| Other values (18) | 18 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 99973 | > 99.9% | |
| 43.26 | 1 | < 0.1% | |
| 136.24 | 1 | < 0.1% | |
| 214.93 | 1 | < 0.1% | |
| 281.68 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 2330.97 | 1 | < 0.1% | |
| 2081.26 | 1 | < 0.1% | |
| 1796.48 | 1 | < 0.1% | |
| 1628.56 | 1 | < 0.1% | |
| 1527.69 | 1 | < 0.1% |
total_rec_int
Real number (ℝ≥0)
| Distinct count | 85095 |
|---|---|
| Unique (%) | 85.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2491.282802 |
|---|---|
| Minimum | 0 |
| Maximum | 28005.96 |
| Zeros | 170 |
| Zeros (%) | 0.2% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 263.4885 |
| Q1 | 857.2925 |
| median | 1615.16 |
| Q3 | 3039.115 |
| 95-th percentile | 7904.314 |
| Maximum | 28005.96 |
| Range | 28005.96 |
| Interquartile range (IQR) | 2181.8225 |
Descriptive statistics
| Standard deviation | 2706.2622 |
|---|---|
| Coefficient of variation (CV) | 1.086292651 |
| Kurtosis | 10.99100512 |
| Mean | 2491.282802 |
| Median Absolute Deviation (MAD) | 1809.982536 |
| Skewness | 2.788551541 |
| Sum | 249128280.2 |
| Variance | 7323855.092 |
| Value | Count | Frequency (%) | |
| 0 | 170 | 0.2% | |
| 1257.53 | 34 | < 0.1% | |
| 1258.44 | 27 | < 0.1% | |
| 838.35 | 24 | < 0.1% | |
| 1254.05 | 22 | < 0.1% | |
| 1676.72 | 22 | < 0.1% | |
| 1670.81 | 22 | < 0.1% | |
| 1431.12 | 21 | < 0.1% | |
| 2128.02 | 20 | < 0.1% | |
| 2347.4 | 20 | < 0.1% | |
| Other values (85085) | 99618 | 99.6% |
| Value | Count | Frequency (%) | |
| 0 | 170 | 0.2% | |
| 0.01 | 1 | < 0.1% | |
| 0.6 | 1 | < 0.1% | |
| 0.62 | 1 | < 0.1% | |
| 0.71 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 28005.96 | 1 | < 0.1% | |
| 27884.8 | 1 | < 0.1% | |
| 27862.51 | 1 | < 0.1% | |
| 27663.62 | 1 | < 0.1% | |
| 26952.39 | 1 | < 0.1% |
| Distinct count | 38 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 692.63055 |
|---|---|
| Minimum | 660 |
| Maximum | 845 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 660 |
|---|---|
| 5-th percentile | 660 |
| Q1 | 670 |
| median | 685 |
| Q3 | 705 |
| 95-th percentile | 755 |
| Maximum | 845 |
| Range | 185 |
| Interquartile range (IQR) | 35 |
Descriptive statistics
| Standard deviation | 29.66801744 |
|---|---|
| Coefficient of variation (CV) | 0.04283382741 |
| Kurtosis | 2.343301129 |
| Mean | 692.63055 |
| Median Absolute Deviation (MAD) | 22.79368871 |
| Skewness | 1.419130191 |
| Sum | 69263055 |
| Variance | 880.1912586 |
| Value | Count | Frequency (%) | |
| 660 | 10315 | 10.3% | |
| 665 | 9594 | 9.6% | |
| 670 | 9531 | 9.5% | |
| 675 | 8396 | 8.4% | |
| 680 | 8280 | 8.3% | |
| 685 | 6834 | 6.8% | |
| 690 | 6678 | 6.7% | |
| 695 | 5960 | 6.0% | |
| 700 | 5234 | 5.2% | |
| 705 | 4785 | 4.8% | |
| Other values (28) | 24393 | 24.4% |
| Value | Count | Frequency (%) | |
| 660 | 10315 | 10.3% | |
| 665 | 9594 | 9.6% | |
| 670 | 9531 | 9.5% | |
| 675 | 8396 | 8.4% | |
| 680 | 8280 | 8.3% |
| Value | Count | Frequency (%) | |
| 845 | 11 | < 0.1% | |
| 840 | 20 | < 0.1% | |
| 835 | 24 | < 0.1% | |
| 830 | 31 | < 0.1% | |
| 825 | 60 | 0.1% |
| Distinct count | 38 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 696.63066 |
|---|---|
| Minimum | 664 |
| Maximum | 850 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 781.4 KiB |
Quantile statistics
| Minimum | 664 |
|---|---|
| 5-th percentile | 664 |
| Q1 | 674 |
| median | 689 |
| Q3 | 709 |
| 95-th percentile | 759 |
| Maximum | 850 |
| Range | 186 |
| Interquartile range (IQR) | 35 |
Descriptive statistics
| Standard deviation | 29.66858423 |
|---|---|
| Coefficient of variation (CV) | 0.0425886857 |
| Kurtosis | 2.344900675 |
| Mean | 696.63066 |
| Median Absolute Deviation (MAD) | 22.79381989 |
| Skewness | 1.419333046 |
| Sum | 69663066 |
| Variance | 880.2248902 |
| Value | Count | Frequency (%) | |
| 664 | 10315 | 10.3% | |
| 669 | 9594 | 9.6% | |
| 674 | 9531 | 9.5% | |
| 679 | 8396 | 8.4% | |
| 684 | 8280 | 8.3% | |
| 689 | 6834 | 6.8% | |
| 694 | 6678 | 6.7% | |
| 699 | 5960 | 6.0% | |
| 704 | 5234 | 5.2% | |
| 709 | 4785 | 4.8% | |
| Other values (28) | 24393 | 24.4% |
| Value | Count | Frequency (%) | |
| 664 | 10315 | 10.3% | |
| 669 | 9594 | 9.6% | |
| 674 | 9531 | 9.5% | |
| 679 | 8396 | 8.4% | |
| 684 | 8280 | 8.3% |
| Value | Count | Frequency (%) | |
| 850 | 11 | < 0.1% | |
| 844 | 20 | < 0.1% | |
| 839 | 24 | < 0.1% | |
| 834 | 31 | < 0.1% | |
| 829 | 60 | 0.1% |
depvar
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.4 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 67431 | 67.4% | |
| 1 | 32569 | 32.6% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
First rows
| int_rate | annual_inc | dti | delinq_2yrs | inq_last_6mths | pub_rec | revol_bal | total_acc | collections_12_mths_ex_med | acc_now_delinq | tot_coll_amt | tot_cur_bal | chargeoff_within_12_mths | delinq_amnt | tax_liens | emp_length1 | emp_length2 | emp_length3 | emp_length4 | emp_length5 | emp_length6 | emp_length7 | emp_length8 | emp_length9 | emp_length10 | emp_length11 | emp_length12 | home_ownership1 | home_ownership2 | home_ownership3 | home_ownership4 | home_ownership5 | home_ownership6 | verification_status1 | verification_status2 | verification_status3 | purpose1 | purpose2 | purpose3 | purpose4 | purpose5 | purpose6 | purpose7 | purpose8 | purpose9 | purpose10 | purpose11 | purpose12 | purpose13 | purpose14 | initial_list_status1 | initial_list_status2 | mths_since_last_delinq1 | mths_since_last_delinq2 | mths_since_last_delinq3 | mths_since_last_delinq4 | mths_since_last_delinq5 | mths_since_last_delinq6 | mths_since_last_delinq7 | mths_since_last_delinq8 | mths_since_last_delinq9 | mths_since_last_delinq10 | mths_since_last_delinq11 | funded_amnt | funded_amnt_inv | total_rec_late_fee | term1 | open_acc | installment | revol_util | out_prncp | out_prncp_inv | total_rec_int | fico_range_low | fico_range_high | depvar | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.0824 | 21000.0 | 29.19 | 0 | 1 | 0 | 3016 | 26 | 0 | 0 | 0 | 11773 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1200 | 1200.0 | 0.0 | 1 | 18 | 37.74 | 0.076 | 0.0 | 0.0 | 157.94 | 765 | 769 | 0 |
| 1 | 0.1299 | 80000.0 | 4.82 | 0 | 1 | 1 | 5722 | 24 | 0 | 0 | 0 | 21875 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 8000 | 8000.0 | 0.0 | 1 | 8 | 269.52 | 0.447 | 0.0 | 0.0 | 1702.42 | 665 | 669 | 0 |
| 2 | 0.1299 | 38000.0 | 23.66 | 0 | 3 | 0 | 6511 | 18 | 0 | 0 | 0 | 31868 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 5000 | 5000.0 | 0.0 | 1 | 7 | 168.45 | 0.880 | 0.0 | 0.0 | 1066.64 | 670 | 674 | 0 |
| 3 | 0.1367 | 100000.0 | 16.27 | 4 | 2 | 0 | 6849 | 30 | 0 | 0 | 0 | 326049 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 15000 | 15000.0 | 0.0 | 1 | 12 | 510.27 | 0.457 | 0.0 | 0.0 | 1256.24 | 680 | 684 | 1 |
| 4 | 0.1269 | 30000.0 | 25.28 | 0 | 1 | 2 | 8197 | 12 | 0 | 0 | 2506 | 8840 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 10000 | 10000.0 | 0.0 | 1 | 8 | 335.45 | 0.416 | 0.0 | 0.0 | 871.04 | 660 | 664 | 1 |
| 5 | 0.1318 | 90000.0 | 3.48 | 7 | 0 | 0 | 2903 | 31 | 0 | 0 | 0 | 19548 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 7000 | 7000.0 | 0.0 | 1 | 7 | 236.47 | 0.854 | 0.0 | 0.0 | 1330.30 | 660 | 664 | 0 |
| 6 | 0.0791 | 60000.0 | 17.34 | 0 | 0 | 0 | 20399 | 35 | 0 | 0 | 0 | 117320 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 20000 | 20000.0 | 0.0 | 1 | 18 | 625.90 | 0.369 | 0.0 | 0.0 | 2567.44 | 750 | 754 | 0 |
| 7 | 0.0975 | 79600.0 | 15.97 | 3 | 0 | 1 | 6481 | 17 | 0 | 0 | 0 | 18757 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 23800 | 23800.0 | 0.0 | 1 | 7 | 765.17 | 0.745 | 0.0 | 0.0 | 3006.76 | 680 | 684 | 0 |
| 8 | 0.0789 | 150000.0 | 7.36 | 1 | 0 | 0 | 15827 | 38 | 0 | 0 | 543 | 367504 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 16000 | 16000.0 | 0.0 | 1 | 19 | 500.58 | 0.334 | 0.0 | 0.0 | 1286.38 | 665 | 669 | 0 |
| 9 | 0.0999 | 95000.0 | 25.78 | 0 | 1 | 0 | 17870 | 37 | 0 | 0 | 0 | 273776 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 8000 | 8000.0 | 0.0 | 1 | 24 | 258.10 | 0.764 | 0.0 | 0.0 | 796.59 | 665 | 669 | 0 |
Last rows
| int_rate | annual_inc | dti | delinq_2yrs | inq_last_6mths | pub_rec | revol_bal | total_acc | collections_12_mths_ex_med | acc_now_delinq | tot_coll_amt | tot_cur_bal | chargeoff_within_12_mths | delinq_amnt | tax_liens | emp_length1 | emp_length2 | emp_length3 | emp_length4 | emp_length5 | emp_length6 | emp_length7 | emp_length8 | emp_length9 | emp_length10 | emp_length11 | emp_length12 | home_ownership1 | home_ownership2 | home_ownership3 | home_ownership4 | home_ownership5 | home_ownership6 | verification_status1 | verification_status2 | verification_status3 | purpose1 | purpose2 | purpose3 | purpose4 | purpose5 | purpose6 | purpose7 | purpose8 | purpose9 | purpose10 | purpose11 | purpose12 | purpose13 | purpose14 | initial_list_status1 | initial_list_status2 | mths_since_last_delinq1 | mths_since_last_delinq2 | mths_since_last_delinq3 | mths_since_last_delinq4 | mths_since_last_delinq5 | mths_since_last_delinq6 | mths_since_last_delinq7 | mths_since_last_delinq8 | mths_since_last_delinq9 | mths_since_last_delinq10 | mths_since_last_delinq11 | funded_amnt | funded_amnt_inv | total_rec_late_fee | term1 | open_acc | installment | revol_util | out_prncp | out_prncp_inv | total_rec_int | fico_range_low | fico_range_high | depvar | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 99990 | 0.1446 | 160000.0 | 2.48 | 0 | 2 | 1 | 4802 | 15 | 0 | 0 | 0 | 11750 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 12000 | 12000.0 | 0.0 | 1 | 10 | 412.82 | 0.161 | 0.0 | 0.0 | 234.69 | 675 | 679 | 0 |
| 99991 | 0.0999 | 79000.0 | 22.12 | 0 | 1 | 0 | 6896 | 28 | 0 | 0 | 0 | 127774 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 15000 | 14900.0 | 0.0 | 1 | 9 | 483.94 | 0.375 | 0.0 | 0.0 | 2412.16 | 745 | 749 | 0 |
| 99992 | 0.0818 | 58000.0 | 16.12 | 0 | 0 | 0 | 15562 | 44 | 0 | 0 | 2336 | 36696 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 8000 | 7900.0 | 0.0 | 1 | 17 | 251.36 | 0.581 | 0.0 | 0.0 | 1035.59 | 660 | 664 | 0 |
| 99993 | 0.1144 | 73000.0 | 12.30 | 0 | 0 | 0 | 21551 | 26 | 0 | 0 | 0 | 21551 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 22000 | 22000.0 | 0.0 | 1 | 7 | 724.85 | 0.842 | 0.0 | 0.0 | 4118.68 | 705 | 709 | 0 |
| 99994 | 0.1561 | 88000.0 | 19.38 | 0 | 1 | 0 | 26976 | 26 | 0 | 0 | 0 | 324747 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 21300 | 21300.0 | 0.0 | 1 | 18 | 744.76 | 0.856 | 0.0 | 0.0 | 5575.43 | 685 | 689 | 0 |
| 99995 | 0.1757 | 65000.0 | 17.67 | 0 | 3 | 1 | 11255 | 21 | 1 | 0 | 0 | 26570 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 20000 | 20000.0 | 0.0 | 1 | 13 | 718.75 | 0.780 | 0.0 | 0.0 | 5373.29 | 660 | 664 | 1 |
| 99996 | 0.0890 | 65000.0 | 2.88 | 0 | 0 | 0 | 2105 | 12 | 0 | 0 | 0 | 6138 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 6000 | 6000.0 | 0.0 | 1 | 7 | 190.52 | 0.120 | 0.0 | 0.0 | 835.66 | 765 | 769 | 0 |
| 99997 | 0.1349 | 46000.0 | 32.12 | 0 | 1 | 0 | 8998 | 20 | 0 | 0 | 0 | 96531 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 6400 | 6400.0 | 0.0 | 1 | 19 | 217.16 | 0.643 | 0.0 | 0.0 | 1261.67 | 665 | 669 | 0 |
| 99998 | 0.2115 | 31000.0 | 4.53 | 0 | 1 | 0 | 3875 | 4 | 0 | 0 | 0 | 3875 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 5500 | 5500.0 | 0.0 | 1 | 3 | 207.64 | 0.731 | 0.0 | 0.0 | 1357.69 | 710 | 714 | 1 |
| 99999 | 0.1599 | 125000.0 | 33.33 | 0 | 0 | 0 | 34580 | 30 | 0 | 0 | 0 | 422626 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 33125 | 33125.0 | 0.0 | 1 | 19 | 1164.42 | 0.499 | 0.0 | 0.0 | 8882.58 | 690 | 694 | 0 |